Josh Dillon, Last Revised January 2022
This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "004"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = str(int(os.environ["ANTENNA"]))
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')
antenna = "4" csv_folder = "/home/obs/src/H6C_Notebooks/_rtp_summary_" auto_metrics_folder = "/home/obs/src/H6C_Notebooks/auto_metrics_inspect"
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, 'rtp_summary_table*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')
Found 89 csvs in /home/obs/src/H6C_Notebooks/_rtp_summary_ Found 86 auto_metrics notebooks in /home/obs/src/H6C_Notebooks/auto_metrics_inspect
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0
def jd_to_summary_url(jd):
return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'
def jd_to_auto_metrics_url(jd):
return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'
this_antenna = None
jds = []
# parse information about antennas and nodes
for csv in csvs:
df = pd.read_csv(csv)
for n in range(len(df)):
# Add this day to the antenna
row = df.loc[n]
if isinstance(row['Ant'], str) and '<a href' in row['Ant']:
antnum = int(row['Ant'].split('</a>')[0].split('>')[-1]) # it's a link, extract antnum
else:
antnum = int(row['Ant'])
if antnum != int(antenna):
continue
if np.issubdtype(type(row['Node']), np.integer):
row['Node'] = str(row['Node'])
if type(row['Node']) == str and row['Node'].isnumeric():
row['Node'] = 'N' + ('0' if len(row['Node']) == 1 else '') + row['Node']
if this_antenna is None:
this_antenna = Antenna(row['Ant'], row['Node'])
jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
jds.append(jd)
this_antenna.add_day(jd, row)
break
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]
df = pd.DataFrame(to_show)
# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
df[col] = bar_cols[col]
z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
df[col] = z_score_cols[col]
ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
df[col] = ant_metrics_cols[col]
redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]
for col in redcal_cols:
df[col] = redcal_cols[col]
# style dataframe
table = df.style.hide_index()\
.applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
.background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
.background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
.background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
.background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
.applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
.applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
.applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
.applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
.bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
.format({col: '{:,.4f}'.format for col in z_score_cols}) \
.format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
.format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
.set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])
This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))
| JDs | A Priori Status | Auto Metrics Flags | Dead Fraction in Ant Metrics (Jee) | Dead Fraction in Ant Metrics (Jnn) | Crossed Fraction in Ant Metrics | Flag Fraction Before Redcal | Flagged By Redcal chi^2 Fraction | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | Average Dead Ant Metric (Jee) | Average Dead Ant Metric (Jnn) | Average Crossed Ant Metric | Median chi^2 Per Antenna (Jee) | Median chi^2 Per Antenna (Jnn) |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2459906 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 0.700025 | 1.614319 | 2.001484 | 0.769899 | 4.454455 | 4.540899 | 13.169186 | 34.132469 | 0.6590 | 0.6641 | 0.4116 | nan | nan |
| 2459905 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 0.567230 | 1.737714 | 1.384988 | -0.579748 | 5.937543 | 18.146573 | 54.759904 | 100.926997 | 0.6499 | 0.6582 | 0.4219 | nan | nan |
| 2459904 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 0.338674 | 0.565986 | 1.763002 | 0.575252 | -0.435916 | 5.151984 | -2.812603 | -1.951904 | 0.6546 | 0.6609 | 0.4149 | nan | nan |
| 2459903 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 0.275220 | 1.856186 | 1.438098 | 0.122634 | -0.502672 | 1.650597 | -1.803734 | 1.952046 | 0.6596 | 0.6629 | 0.4151 | nan | nan |
| 2459902 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 1.163665 | 1.688206 | 2.394441 | 1.285757 | 1.667913 | 1.107749 | 14.899421 | 49.101011 | 0.6657 | 0.6636 | 0.4042 | nan | nan |
| 2459901 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 0.918799 | 0.905011 | 1.649537 | 0.356428 | 1.185186 | 2.100690 | 37.840403 | 75.980865 | 0.6651 | 0.6625 | 0.4073 | nan | nan |
| 2459900 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 1.114274 | 1.451953 | 1.559507 | 0.584725 | 8.292052 | 7.663594 | 28.848526 | 30.861026 | 0.6184 | 0.6121 | 0.3510 | nan | nan |
| 2459898 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 1.493804 | 0.988848 | 2.126121 | 1.458290 | 1.564964 | 0.751830 | -2.950019 | -2.811431 | 0.6683 | 0.6626 | 0.4076 | nan | nan |
| 2459897 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 0.960329 | 1.081744 | 2.208060 | 0.793229 | 4.869568 | 16.245073 | 4.938082 | 8.090713 | 0.6728 | 0.6652 | 0.4063 | nan | nan |
| 2459896 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 1.335664 | 1.040235 | 2.240082 | 1.117486 | 1.854458 | 6.083019 | 15.826176 | 70.967332 | 0.6704 | 0.6677 | 0.4044 | nan | nan |
| 2459895 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 0.768491 | 1.684842 | 2.344153 | 1.188219 | 6.269350 | 18.619187 | 7.560013 | 14.107531 | 0.7683 | 0.7485 | 0.2798 | nan | nan |
| 2459894 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 0.243162 | 1.811080 | 1.158873 | 0.059638 | 4.264545 | 17.776259 | 17.326623 | 34.335235 | 0.6903 | 0.6741 | 0.3919 | nan | nan |
| 2459893 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 0.155545 | 1.343233 | 0.727827 | 1.237885 | 10.643717 | 2.378264 | 9.725232 | 0.255836 | 0.6878 | 0.6708 | 0.3958 | nan | nan |
| 2459892 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 0.207535 | 0.835669 | 1.104430 | 1.508225 | 3.823441 | 3.082701 | 34.383479 | 31.256876 | 0.6842 | 0.6749 | 0.3938 | nan | nan |
| 2459891 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 0.097926 | 4.174347 | 5.915497 | 7.225507 | 22.657509 | 14.647852 | 1.158170 | 0.807621 | 0.6149 | 0.5898 | 0.3821 | nan | nan |
| 2459890 | RF_maintenance | 100.00% | 6.38% | 0.00% | 0.00% | - | - | 0.576258 | 3.208501 | 4.077255 | 2.846014 | 55.378472 | 54.549068 | 62.274427 | 52.397771 | 0.5618 | 0.5736 | 0.3474 | nan | nan |
| 2459889 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 0.993932 | 2.960411 | 0.133876 | 0.033447 | 0.177742 | -0.115571 | 2.500503 | 0.035644 | 0.6818 | 0.6649 | 0.3936 | nan | nan |
| 2459888 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 0.761131 | 2.827235 | 0.545656 | 0.097076 | 0.192461 | 0.182938 | 4.002296 | 1.281535 | 0.6948 | 0.6821 | 0.3884 | nan | nan |
| 2459887 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 0.144060 | 1.828982 | 4.351309 | 2.813506 | -1.284910 | 0.155118 | 5.196702 | 1.614534 | 0.6627 | 0.6614 | 0.3956 | nan | nan |
| 2459886 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 0.604436 | 0.473586 | 3.490217 | 2.365317 | 21.145807 | 19.133117 | 4.000654 | 3.097965 | 0.7529 | 0.7377 | 0.3300 | nan | nan |
| 2459885 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 0.664685 | 3.670905 | 2.739994 | -0.245964 | 0.964051 | 0.594955 | 3.471459 | 0.519720 | 0.7313 | 0.7144 | 0.3595 | nan | nan |
| 2459884 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 0.339623 | 2.408546 | 0.456655 | 0.001448 | -0.390131 | 1.552346 | 2.746069 | 0.106241 | 0.6830 | 0.6689 | 0.4014 | nan | nan |
| 2459883 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 0.087091 | 4.507916 | 2.580115 | -0.128212 | -0.931852 | -0.153408 | 6.822437 | 1.976692 | 0.6816 | 0.6725 | 0.3919 | nan | nan |
| 2459882 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | - | - | -0.010457 | 3.513635 | 2.774662 | -0.277634 | 1.028227 | 0.862415 | 0.586680 | 1.290280 | 0.6864 | 0.6761 | 0.3877 | nan | nan |
| 2459881 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | nan | nan |
| 2459880 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 0.734280 | 3.754454 | 3.286274 | -0.283252 | -0.068523 | 0.650949 | 5.880192 | 0.820305 | 0.6791 | 0.6732 | 0.3988 | nan | nan |
| 2459879 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 1.065932 | 2.292183 | 0.648314 | 0.238150 | -0.345964 | 1.277462 | 0.872560 | -0.427999 | 0.6671 | 0.6676 | 0.4063 | nan | nan |
| 2459878 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 1.245733 | 5.279007 | 4.098594 | 0.206019 | 0.250910 | 0.093523 | 19.415860 | 1.994229 | 0.6702 | 0.6727 | 0.4008 | nan | nan |
| 2459876 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 0.916730 | 3.737985 | 2.707572 | -0.356406 | 0.432315 | 0.046810 | 1.157872 | -0.733574 | 0.6951 | 0.6694 | 0.3912 | nan | nan |
| 2459875 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 1.551715 | 2.695759 | 3.185073 | -0.080841 | 0.792962 | 0.682378 | 3.719663 | -0.110281 | 0.6959 | 0.6947 | 0.3953 | nan | nan |
| 2459874 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 2.644678 | 6.374418 | 1.198667 | -0.568816 | 0.242645 | -0.008175 | 1.813279 | 0.282601 | 0.6877 | 0.6688 | 0.3833 | nan | nan |
| 2459873 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 2.260962 | 4.566193 | 1.472432 | -0.376945 | 0.691833 | 0.230511 | 1.855354 | -0.172926 | 0.6947 | 0.6679 | 0.3849 | nan | nan |
| 2459872 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 1.581190 | 2.576973 | 1.442150 | 0.239758 | 0.764694 | 1.349761 | 0.464448 | -1.063192 | 0.6877 | 0.6764 | 0.3910 | nan | nan |
| 2459871 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 0.872088 | 1.822069 | 2.720698 | -0.130765 | 1.094691 | 1.638037 | 3.117297 | 0.744612 | 0.6942 | 0.6713 | 0.3855 | nan | nan |
| 2459870 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 427.123641 | 427.747932 | inf | inf | 7716.598834 | 8025.402923 | 14041.893865 | 14630.391370 | nan | nan | nan | nan | nan |
| 2459869 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 2.604096 | 3.650656 | 2.182912 | -0.477967 | 0.264371 | -0.357760 | 1.288720 | 0.237152 | 0.7057 | 0.6956 | 0.3812 | nan | nan |
| 2459868 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 2.392898 | 5.243593 | 3.277361 | -0.162765 | 0.523184 | -0.437096 | 3.023589 | -0.545674 | 0.6891 | 0.6691 | 0.4023 | nan | nan |
| 2459867 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 1.377624 | 4.578089 | 2.104993 | -0.237828 | -0.265230 | -0.465156 | 1.168317 | -0.522790 | 0.7020 | 0.6738 | 0.4026 | nan | nan |
| 2459866 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 1.307046 | 4.949780 | 2.144382 | -0.271604 | -0.430299 | -0.028463 | 1.356869 | -0.613010 | 0.7012 | 0.6743 | 0.3952 | nan | nan |
| 2459865 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 2.773217 | 4.412321 | 1.824017 | -0.199646 | 0.256370 | -0.023405 | 0.938860 | 0.589956 | 0.7245 | 0.6997 | 0.3616 | nan | nan |
| 2459864 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 2.506449 | 7.191824 | 1.933051 | 0.782910 | -0.117051 | -0.448893 | 1.011532 | -0.167599 | 0.6926 | 0.6632 | 0.4139 | nan | nan |
| 2459863 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 0.911547 | 4.533615 | 0.778691 | 0.613670 | 0.654357 | 1.068926 | 2.015794 | -0.196520 | 0.6864 | 0.6524 | 0.4045 | nan | nan |
| 2459862 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 0.408644 | 4.344067 | 1.901279 | 0.777455 | 1.250189 | -0.634575 | 2.736202 | -0.177938 | 0.6780 | 0.6851 | 0.4161 | nan | nan |
| 2459861 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 0.067765 | 3.327192 | 0.923906 | 0.854555 | 0.330544 | 0.649750 | 1.002475 | -0.353171 | 0.7097 | 0.6667 | 0.4162 | nan | nan |
| 2459860 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 0.252854 | 3.536022 | 1.791577 | 0.645297 | 0.762176 | -0.334821 | 0.943662 | -0.702817 | 0.7157 | 0.6638 | 0.4163 | nan | nan |
| 2459859 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 0.211370 | 3.446376 | 0.992056 | 0.944648 | -0.269303 | 0.411143 | 3.212417 | 0.333686 | 0.7190 | 0.6683 | 0.4126 | nan | nan |
| 2459858 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.487318 | 3.325154 | 1.037657 | 0.841247 | -0.058858 | 1.220900 | 2.829282 | 0.073583 | 0.7294 | 0.6749 | 0.4263 | 3.668098 | 2.896336 |
| 2459857 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | - | - | -0.661471 | -0.648292 | 0.606499 | 0.309546 | -0.510074 | -1.154882 | 1.213455 | 0.141538 | 0.0251 | 0.0249 | 0.0005 | nan | nan |
| 2459856 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.319604 | 4.904282 | 1.655981 | 0.661278 | 0.039284 | 0.014638 | 4.324715 | 0.228391 | 0.7183 | 0.6896 | 0.4122 | 3.743789 | 2.918068 |
| 2459855 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.424692 | 4.693253 | 1.583441 | 0.374453 | -0.282419 | 0.240701 | 1.154216 | -0.467210 | 0.7000 | 0.7047 | 0.4432 | 3.889506 | 3.049283 |
| 2459854 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.453370 | 5.549207 | 0.785934 | -0.120282 | -0.456730 | -0.284356 | -0.488551 | -0.987324 | 0.7152 | 0.7357 | 0.4466 | 3.841183 | 2.790316 |
| 2459853 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.103608 | 4.223570 | 1.154236 | 0.000027 | 0.036941 | -0.187846 | 1.432022 | -0.274363 | 0.7434 | 0.6792 | 0.4343 | 3.750705 | 3.059273 |
| 2459852 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.768204 | 0.969152 | 0.632304 | -0.576561 | 2.085471 | 1.269913 | 2.684333 | 2.123997 | 0.8284 | 0.8275 | 0.2528 | 4.577502 | 4.644673 |
| 2459851 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.653529 | 3.034228 | 1.118927 | -0.029992 | -0.078042 | 0.718213 | -0.123409 | -0.399100 | 0.7726 | 0.7406 | 0.3403 | 5.146842 | 3.824716 |
| 2459850 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.626095 | 3.721986 | 1.008097 | -0.002736 | -0.536515 | -0.069040 | -0.262116 | -0.317954 | 0.7480 | 0.7454 | 0.3607 | 3.889289 | 2.797354 |
| 2459849 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.366451 | 3.492826 | 2.453395 | 0.474035 | 0.985130 | 1.473322 | 0.508022 | -0.382739 | 0.7470 | 0.7379 | 0.3685 | 4.740274 | 3.666911 |
| 2459848 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.443747 | 3.209006 | 0.191154 | -0.820712 | 0.221092 | 0.538059 | 1.028258 | -0.719954 | 0.7251 | 0.7420 | 0.3858 | 3.844022 | 3.107437 |
| 2459847 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.755657 | 3.627963 | 0.013203 | -0.668914 | 1.048399 | -0.112019 | 0.232166 | -0.744421 | 0.7319 | 0.6758 | 0.4392 | 5.342415 | 4.347278 |
| 2459846 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.921320 | 5.395661 | 0.443795 | -0.402124 | 1.979577 | 1.397617 | 0.358476 | -0.463548 | 0.8380 | 0.6655 | 0.5044 | 4.208553 | 4.093162 |
| 2459845 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.757540 | 5.132063 | 1.008552 | -0.307687 | 1.199331 | 1.259335 | 6.768312 | 0.752533 | 0.7427 | 0.7479 | 0.3727 | 0.000000 | 0.000000 |
| 2459844 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | - | - | -1.092549 | -0.309853 | 0.803180 | 0.333952 | 2.056763 | 1.284604 | 1.428426 | -0.269307 | 0.0246 | 0.0245 | 0.0005 | nan | nan |
| 2459843 | RF_maintenance | 100.00% | 0.66% | 0.66% | 0.00% | 100.00% | 0.00% | 1.077178 | 5.598751 | 0.056941 | 1.079135 | 0.079752 | 0.708208 | 1.666439 | -0.469219 | 0.7504 | 0.7384 | 0.3901 | 5.585910 | 4.215135 |
| 2459842 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.943609 | 2.699111 | 0.729852 | 1.492789 | -0.285952 | 0.832908 | 0.872789 | 0.338281 | 0.7549 | 0.6344 | 0.2929 | 4.611158 | 4.386313 |
| 2459841 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | - | - | -0.626950 | 0.442729 | 0.704843 | 1.367289 | 0.254969 | -0.162482 | 1.187060 | -0.241095 | 0.0249 | 0.0242 | 0.0007 | nan | nan |
| 2459840 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | - | - | -0.922209 | -0.877785 | 0.708135 | 0.166848 | -0.151059 | -1.006785 | 1.795258 | 0.128260 | 0.0237 | 0.0232 | 0.0008 | nan | nan |
| 2459839 | RF_maintenance | 0.00% | - | - | - | - | - | -0.010519 | 1.241765 | 1.146537 | 0.261431 | 0.748396 | 0.023814 | 2.003127 | -0.668854 | nan | nan | nan | nan | nan |
| 2459838 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.181251 | 3.943519 | 0.348429 | 0.974736 | -0.377158 | 0.829345 | 0.231668 | -0.067910 | 0.7380 | 0.6685 | 0.4277 | 7.314135 | 5.747857 |
| 2459836 | RF_maintenance | - | 100.00% | 100.00% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.0440 | 0.0370 | 0.0017 | nan | nan |
| 2459835 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | - | - | -1.248017 | -0.698351 | -0.237655 | -0.839702 | -0.228755 | -1.041803 | 0.612680 | -0.461070 | 0.0434 | 0.0371 | 0.0018 | nan | nan |
| 2459833 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | - | - | -0.581760 | -0.630964 | 0.965267 | 1.023119 | -0.493119 | -0.402058 | 1.975209 | 0.498723 | 0.0402 | 0.0355 | 0.0018 | nan | nan |
| 2459832 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.713393 | 7.652966 | 0.352123 | 0.738537 | -0.543284 | 1.357620 | 0.563172 | -0.738605 | 0.8068 | 0.4992 | 0.6141 | 3.648786 | 3.169628 |
| 2459831 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | - | - | -0.290291 | 1.117707 | 0.890450 | 0.247143 | 0.578928 | -0.383432 | 1.506070 | -0.302617 | 0.0559 | 0.0405 | 0.0031 | nan | nan |
| 2459830 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459829 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.553483 | 7.027887 | 1.015237 | 1.667639 | 3.505067 | 0.602102 | 2.176082 | -0.514601 | 0.7423 | 0.6250 | 0.4427 | 62.766421 | 35.376029 |
| 2459828 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.184153 | 5.331611 | -0.878511 | 1.891111 | -0.452021 | -0.726821 | 6.142774 | 1.106254 | 0.7997 | 0.5104 | 0.5724 | 6.665361 | 8.860879 |
| 2459827 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.222731 | 6.140671 | -0.363628 | 1.972120 | -0.441583 | -0.159753 | 5.373364 | 0.361201 | 0.7534 | 0.6267 | 0.4478 | 17.004295 | 9.502904 |
| 2459826 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.508512 | 4.671550 | -0.444778 | 1.461919 | -0.769471 | -0.994033 | -0.093765 | -0.588002 | 0.7939 | 0.5279 | 0.5479 | 10.125242 | 14.443908 |
| 2459825 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.537519 | 4.576078 | -0.997712 | 1.332598 | 7.659640 | 7.235824 | 7.982915 | 5.507466 | 0.7916 | 0.5327 | 0.5495 | 2.573925 | 1.996785 |
| 2459824 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 198.146054 | 195.231812 | inf | inf | 3160.985192 | 3232.919946 | 5948.164156 | 6352.920521 | nan | nan | nan | 0.000000 | 0.000000 |
| 2459823 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.307505 | 3.257683 | -0.521105 | 1.630455 | -0.547578 | -0.817576 | 0.269298 | -0.191831 | 0.7564 | 0.5895 | 0.5020 | 15.265260 | 15.810155 |
| 2459822 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.685107 | 4.589902 | -0.821319 | 1.924864 | -0.851639 | -0.496895 | 2.686573 | -0.351011 | 0.7903 | 0.5591 | 0.5406 | 4.641249 | 4.459183 |
| 2459821 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.229064 | 5.836498 | -0.826770 | 1.826250 | -0.170596 | 0.376123 | 0.226355 | -0.026481 | 0.7806 | 0.5728 | 0.5339 | 4.525347 | 4.516854 |
| 2459820 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459817 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 328.324943 | 328.653591 | inf | inf | 592.213273 | 551.063215 | 1949.012332 | 1920.154517 | nan | nan | nan | 0.000000 | 0.000000 |
| 2459816 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.300323 | 3.855616 | -0.969442 | 1.553311 | -0.988273 | 0.288621 | 0.478284 | -0.511318 | 0.8421 | 0.5708 | 0.6120 | 3.983026 | 4.128719 |
| 2459815 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459814 | RF_maintenance | 0.00% | - | - | - | - | - | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan |
| 2459813 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
auto_metrics notebooks.¶htmls_to_display = []
for am_html in auto_metric_htmls:
html_to_display = ''
# read html into a list of lines
with open(am_html) as f:
lines = f.readlines()
# find section with this antenna's metric plots and add to html_to_display
jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
try:
section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
except ValueError:
continue
html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
for line in lines[section_start_line + 1:]:
html_to_display += line
if '<hr' in line:
htmls_to_display.append(html_to_display)
break
These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD). The most recent 100 days (at most) are shown.
for i, html_to_display in enumerate(htmls_to_display):
if i == 100:
break
display(HTML(html_to_display))
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | N01 | RF_maintenance | nn Temporal Discontinuties | 100.926997 | 1.737714 | 0.567230 | -0.579748 | 1.384988 | 18.146573 | 5.937543 | 100.926997 | 54.759904 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | N01 | RF_maintenance | nn Temporal Variability | 5.151984 | 0.565986 | 0.338674 | 0.575252 | 1.763002 | 5.151984 | -0.435916 | -1.951904 | -2.812603 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | N01 | RF_maintenance | nn Temporal Discontinuties | 1.952046 | 1.856186 | 0.275220 | 0.122634 | 1.438098 | 1.650597 | -0.502672 | 1.952046 | -1.803734 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | N01 | RF_maintenance | nn Temporal Discontinuties | 49.101011 | 1.163665 | 1.688206 | 2.394441 | 1.285757 | 1.667913 | 1.107749 | 14.899421 | 49.101011 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | N01 | RF_maintenance | nn Temporal Discontinuties | 75.980865 | 0.918799 | 0.905011 | 1.649537 | 0.356428 | 1.185186 | 2.100690 | 37.840403 | 75.980865 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | N01 | RF_maintenance | nn Temporal Discontinuties | 30.861026 | 1.114274 | 1.451953 | 1.559507 | 0.584725 | 8.292052 | 7.663594 | 28.848526 | 30.861026 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | N01 | RF_maintenance | ee Power | 2.126121 | 0.988848 | 1.493804 | 1.458290 | 2.126121 | 0.751830 | 1.564964 | -2.811431 | -2.950019 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | N01 | RF_maintenance | nn Temporal Variability | 16.245073 | 1.081744 | 0.960329 | 0.793229 | 2.208060 | 16.245073 | 4.869568 | 8.090713 | 4.938082 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | N01 | RF_maintenance | nn Temporal Discontinuties | 70.967332 | 1.040235 | 1.335664 | 1.117486 | 2.240082 | 6.083019 | 1.854458 | 70.967332 | 15.826176 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | N01 | RF_maintenance | nn Temporal Variability | 18.619187 | 0.768491 | 1.684842 | 2.344153 | 1.188219 | 6.269350 | 18.619187 | 7.560013 | 14.107531 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | N01 | RF_maintenance | nn Temporal Discontinuties | 34.335235 | 1.811080 | 0.243162 | 0.059638 | 1.158873 | 17.776259 | 4.264545 | 34.335235 | 17.326623 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | N01 | RF_maintenance | ee Temporal Variability | 10.643717 | 0.155545 | 1.343233 | 0.727827 | 1.237885 | 10.643717 | 2.378264 | 9.725232 | 0.255836 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | N01 | RF_maintenance | ee Temporal Discontinuties | 34.383479 | 0.835669 | 0.207535 | 1.508225 | 1.104430 | 3.082701 | 3.823441 | 31.256876 | 34.383479 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | N01 | RF_maintenance | ee Temporal Variability | 22.657509 | 0.097926 | 4.174347 | 5.915497 | 7.225507 | 22.657509 | 14.647852 | 1.158170 | 0.807621 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | N01 | RF_maintenance | ee Temporal Discontinuties | 62.274427 | 3.208501 | 0.576258 | 2.846014 | 4.077255 | 54.549068 | 55.378472 | 52.397771 | 62.274427 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | N01 | RF_maintenance | nn Shape | 2.960411 | 0.993932 | 2.960411 | 0.133876 | 0.033447 | 0.177742 | -0.115571 | 2.500503 | 0.035644 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | N01 | RF_maintenance | ee Temporal Discontinuties | 4.002296 | 2.827235 | 0.761131 | 0.097076 | 0.545656 | 0.182938 | 0.192461 | 1.281535 | 4.002296 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | N01 | RF_maintenance | ee Temporal Discontinuties | 5.196702 | 1.828982 | 0.144060 | 2.813506 | 4.351309 | 0.155118 | -1.284910 | 1.614534 | 5.196702 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | N01 | RF_maintenance | ee Temporal Variability | 21.145807 | 0.604436 | 0.473586 | 3.490217 | 2.365317 | 21.145807 | 19.133117 | 4.000654 | 3.097965 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | N01 | RF_maintenance | nn Shape | 3.670905 | 3.670905 | 0.664685 | -0.245964 | 2.739994 | 0.594955 | 0.964051 | 0.519720 | 3.471459 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | N01 | RF_maintenance | ee Temporal Discontinuties | 2.746069 | 2.408546 | 0.339623 | 0.001448 | 0.456655 | 1.552346 | -0.390131 | 0.106241 | 2.746069 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | N01 | RF_maintenance | ee Temporal Discontinuties | 6.822437 | 4.507916 | 0.087091 | -0.128212 | 2.580115 | -0.153408 | -0.931852 | 1.976692 | 6.822437 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | N01 | RF_maintenance | nn Shape | 3.513635 | 3.513635 | -0.010457 | -0.277634 | 2.774662 | 0.862415 | 1.028227 | 1.290280 | 0.586680 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | N01 | RF_maintenance | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | N01 | RF_maintenance | ee Temporal Discontinuties | 5.880192 | 3.754454 | 0.734280 | -0.283252 | 3.286274 | 0.650949 | -0.068523 | 0.820305 | 5.880192 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | N01 | RF_maintenance | nn Shape | 2.292183 | 2.292183 | 1.065932 | 0.238150 | 0.648314 | 1.277462 | -0.345964 | -0.427999 | 0.872560 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | N01 | RF_maintenance | ee Temporal Discontinuties | 19.415860 | 5.279007 | 1.245733 | 0.206019 | 4.098594 | 0.093523 | 0.250910 | 1.994229 | 19.415860 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | N01 | RF_maintenance | nn Shape | 3.737985 | 0.916730 | 3.737985 | 2.707572 | -0.356406 | 0.432315 | 0.046810 | 1.157872 | -0.733574 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | N01 | RF_maintenance | ee Temporal Discontinuties | 3.719663 | 1.551715 | 2.695759 | 3.185073 | -0.080841 | 0.792962 | 0.682378 | 3.719663 | -0.110281 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | N01 | RF_maintenance | nn Shape | 6.374418 | 2.644678 | 6.374418 | 1.198667 | -0.568816 | 0.242645 | -0.008175 | 1.813279 | 0.282601 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | N01 | RF_maintenance | nn Shape | 4.566193 | 2.260962 | 4.566193 | 1.472432 | -0.376945 | 0.691833 | 0.230511 | 1.855354 | -0.172926 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | N01 | RF_maintenance | nn Shape | 2.576973 | 2.576973 | 1.581190 | 0.239758 | 1.442150 | 1.349761 | 0.764694 | -1.063192 | 0.464448 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | N01 | RF_maintenance | ee Temporal Discontinuties | 3.117297 | 1.822069 | 0.872088 | -0.130765 | 2.720698 | 1.638037 | 1.094691 | 0.744612 | 3.117297 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | N01 | RF_maintenance | ee Power | inf | 427.123641 | 427.747932 | inf | inf | 7716.598834 | 8025.402923 | 14041.893865 | 14630.391370 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | N01 | RF_maintenance | nn Shape | 3.650656 | 2.604096 | 3.650656 | 2.182912 | -0.477967 | 0.264371 | -0.357760 | 1.288720 | 0.237152 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | N01 | RF_maintenance | nn Shape | 5.243593 | 2.392898 | 5.243593 | 3.277361 | -0.162765 | 0.523184 | -0.437096 | 3.023589 | -0.545674 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | N01 | RF_maintenance | nn Shape | 4.578089 | 1.377624 | 4.578089 | 2.104993 | -0.237828 | -0.265230 | -0.465156 | 1.168317 | -0.522790 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | N01 | RF_maintenance | nn Shape | 4.949780 | 4.949780 | 1.307046 | -0.271604 | 2.144382 | -0.028463 | -0.430299 | -0.613010 | 1.356869 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | N01 | RF_maintenance | nn Shape | 4.412321 | 2.773217 | 4.412321 | 1.824017 | -0.199646 | 0.256370 | -0.023405 | 0.938860 | 0.589956 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | N01 | RF_maintenance | nn Shape | 7.191824 | 7.191824 | 2.506449 | 0.782910 | 1.933051 | -0.448893 | -0.117051 | -0.167599 | 1.011532 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | N01 | RF_maintenance | nn Shape | 4.533615 | 0.911547 | 4.533615 | 0.778691 | 0.613670 | 0.654357 | 1.068926 | 2.015794 | -0.196520 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | N01 | RF_maintenance | nn Shape | 4.344067 | 0.408644 | 4.344067 | 1.901279 | 0.777455 | 1.250189 | -0.634575 | 2.736202 | -0.177938 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | N01 | RF_maintenance | nn Shape | 3.327192 | 3.327192 | 0.067765 | 0.854555 | 0.923906 | 0.649750 | 0.330544 | -0.353171 | 1.002475 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | N01 | RF_maintenance | nn Shape | 3.536022 | 0.252854 | 3.536022 | 1.791577 | 0.645297 | 0.762176 | -0.334821 | 0.943662 | -0.702817 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | N01 | RF_maintenance | nn Shape | 3.446376 | 0.211370 | 3.446376 | 0.992056 | 0.944648 | -0.269303 | 0.411143 | 3.212417 | 0.333686 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | N01 | RF_maintenance | nn Shape | 3.325154 | 3.325154 | 0.487318 | 0.841247 | 1.037657 | 1.220900 | -0.058858 | 0.073583 | 2.829282 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | N01 | RF_maintenance | ee Temporal Discontinuties | 1.213455 | -0.648292 | -0.661471 | 0.309546 | 0.606499 | -1.154882 | -0.510074 | 0.141538 | 1.213455 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | N01 | RF_maintenance | nn Shape | 4.904282 | 0.319604 | 4.904282 | 1.655981 | 0.661278 | 0.039284 | 0.014638 | 4.324715 | 0.228391 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | N01 | RF_maintenance | nn Shape | 4.693253 | 4.693253 | 0.424692 | 0.374453 | 1.583441 | 0.240701 | -0.282419 | -0.467210 | 1.154216 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | N01 | RF_maintenance | nn Shape | 5.549207 | 5.549207 | 0.453370 | -0.120282 | 0.785934 | -0.284356 | -0.456730 | -0.987324 | -0.488551 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | N01 | RF_maintenance | nn Shape | 4.223570 | 4.223570 | 0.103608 | 0.000027 | 1.154236 | -0.187846 | 0.036941 | -0.274363 | 1.432022 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | N01 | RF_maintenance | ee Temporal Discontinuties | 2.684333 | 0.768204 | 0.969152 | 0.632304 | -0.576561 | 2.085471 | 1.269913 | 2.684333 | 2.123997 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | N01 | RF_maintenance | nn Shape | 3.034228 | 0.653529 | 3.034228 | 1.118927 | -0.029992 | -0.078042 | 0.718213 | -0.123409 | -0.399100 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | N01 | RF_maintenance | nn Shape | 3.721986 | 0.626095 | 3.721986 | 1.008097 | -0.002736 | -0.536515 | -0.069040 | -0.262116 | -0.317954 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | N01 | RF_maintenance | nn Shape | 3.492826 | 0.366451 | 3.492826 | 2.453395 | 0.474035 | 0.985130 | 1.473322 | 0.508022 | -0.382739 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | N01 | RF_maintenance | nn Shape | 3.209006 | 3.209006 | 1.443747 | -0.820712 | 0.191154 | 0.538059 | 0.221092 | -0.719954 | 1.028258 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | N01 | RF_maintenance | nn Shape | 3.627963 | 3.627963 | 0.755657 | -0.668914 | 0.013203 | -0.112019 | 1.048399 | -0.744421 | 0.232166 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | N01 | RF_maintenance | nn Shape | 5.395661 | 0.921320 | 5.395661 | 0.443795 | -0.402124 | 1.979577 | 1.397617 | 0.358476 | -0.463548 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | N01 | RF_maintenance | ee Temporal Discontinuties | 6.768312 | 5.132063 | 1.757540 | -0.307687 | 1.008552 | 1.259335 | 1.199331 | 0.752533 | 6.768312 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | N01 | RF_maintenance | ee Temporal Variability | 2.056763 | -1.092549 | -0.309853 | 0.803180 | 0.333952 | 2.056763 | 1.284604 | 1.428426 | -0.269307 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | N01 | RF_maintenance | nn Shape | 5.598751 | 5.598751 | 1.077178 | 1.079135 | 0.056941 | 0.708208 | 0.079752 | -0.469219 | 1.666439 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | N01 | RF_maintenance | nn Shape | 2.699111 | 0.943609 | 2.699111 | 0.729852 | 1.492789 | -0.285952 | 0.832908 | 0.872789 | 0.338281 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | N01 | RF_maintenance | nn Power | 1.367289 | -0.626950 | 0.442729 | 0.704843 | 1.367289 | 0.254969 | -0.162482 | 1.187060 | -0.241095 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | N01 | RF_maintenance | ee Temporal Discontinuties | 1.795258 | -0.922209 | -0.877785 | 0.708135 | 0.166848 | -0.151059 | -1.006785 | 1.795258 | 0.128260 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | N01 | RF_maintenance | ee Temporal Discontinuties | 2.003127 | 1.241765 | -0.010519 | 0.261431 | 1.146537 | 0.023814 | 0.748396 | -0.668854 | 2.003127 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | N01 | RF_maintenance | nn Shape | 3.943519 | 3.943519 | 0.181251 | 0.974736 | 0.348429 | 0.829345 | -0.377158 | -0.067910 | 0.231668 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | N01 | RF_maintenance | ee Temporal Discontinuties | 0.612680 | -0.698351 | -1.248017 | -0.839702 | -0.237655 | -1.041803 | -0.228755 | -0.461070 | 0.612680 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | N01 | RF_maintenance | ee Temporal Discontinuties | 1.975209 | -0.630964 | -0.581760 | 1.023119 | 0.965267 | -0.402058 | -0.493119 | 0.498723 | 1.975209 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | N01 | RF_maintenance | nn Shape | 7.652966 | -0.713393 | 7.652966 | 0.352123 | 0.738537 | -0.543284 | 1.357620 | 0.563172 | -0.738605 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | N01 | RF_maintenance | ee Temporal Discontinuties | 1.506070 | -0.290291 | 1.117707 | 0.890450 | 0.247143 | 0.578928 | -0.383432 | 1.506070 | -0.302617 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | N01 | RF_maintenance | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | N01 | RF_maintenance | nn Shape | 7.027887 | 7.027887 | 0.553483 | 1.667639 | 1.015237 | 0.602102 | 3.505067 | -0.514601 | 2.176082 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | N01 | RF_maintenance | ee Temporal Discontinuties | 6.142774 | 5.331611 | -0.184153 | 1.891111 | -0.878511 | -0.726821 | -0.452021 | 1.106254 | 6.142774 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | N01 | RF_maintenance | nn Shape | 6.140671 | 0.222731 | 6.140671 | -0.363628 | 1.972120 | -0.441583 | -0.159753 | 5.373364 | 0.361201 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | N01 | RF_maintenance | nn Shape | 4.671550 | 4.671550 | -0.508512 | 1.461919 | -0.444778 | -0.994033 | -0.769471 | -0.588002 | -0.093765 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | N01 | RF_maintenance | ee Temporal Discontinuties | 7.982915 | 4.576078 | -0.537519 | 1.332598 | -0.997712 | 7.235824 | 7.659640 | 5.507466 | 7.982915 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | N01 | RF_maintenance | ee Power | inf | 198.146054 | 195.231812 | inf | inf | 3160.985192 | 3232.919946 | 5948.164156 | 6352.920521 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | N01 | RF_maintenance | nn Shape | 3.257683 | 3.257683 | -0.307505 | 1.630455 | -0.521105 | -0.817576 | -0.547578 | -0.191831 | 0.269298 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | N01 | RF_maintenance | nn Shape | 4.589902 | -0.685107 | 4.589902 | -0.821319 | 1.924864 | -0.851639 | -0.496895 | 2.686573 | -0.351011 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | N01 | RF_maintenance | nn Shape | 5.836498 | 5.836498 | 0.229064 | 1.826250 | -0.826770 | 0.376123 | -0.170596 | -0.026481 | 0.226355 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | N01 | RF_maintenance | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | N01 | RF_maintenance | ee Power | inf | 328.324943 | 328.653591 | inf | inf | 592.213273 | 551.063215 | 1949.012332 | 1920.154517 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | N01 | RF_maintenance | nn Shape | 3.855616 | 3.855616 | -0.300323 | 1.553311 | -0.969442 | 0.288621 | -0.988273 | -0.511318 | 0.478284 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | N01 | RF_maintenance | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | N01 | RF_maintenance | nn Shape | nan | nan | nan | nan | nan | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | N01 | RF_maintenance | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |